research
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07/11/2023
Stochastic Nested Compositional Bi-level Optimization for Robust Feature Learning
We develop and analyze stochastic approximation algorithms for solving n...
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06/21/2023
Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness Conditions
Stochastic Bilevel optimization usually involves minimizing an upper-lev...
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02/20/2023
A One-Sample Decentralized Proximal Algorithm for Non-Convex Stochastic Composite Optimization
We focus on decentralized stochastic non-convex optimization, where n ag...
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10/23/2022
